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cs.LG2023★ 28 cited
Weakly Supervised Multi-Task Representation Learning for Human Activity Analysis Using Wearables
Taoran Sheng, Manfred Huber
Sensor data streams from wearable devices and smart environments are widely studied in areas like human activity recognition (HAR), person identification, or health monitoring. How…
cs.LG2023★ 6 cited
Unsupervised Embedding Learning for Human Activity Recognition Using Wearable Sensor Data
Taoran Sheng, Manfred Huber
The embedded sensors in widely used smartphones and other wearable devices make the data of human activities more accessible. However, recognizing different human activities from t…
cs.LG2021
Increasing Fairness in Predictions Using Bias Parity Score Based Loss Function Regularization
Bhanu Jain, Manfred Huber, Ramez Elmasri
Increasing utilization of machine learning based decision support systems emphasizes the need for resulting predictions to be both accurate and fair to all stakeholders. In this wo…